The natural internal variability in the Arctic seems to be an exceedingly complex dance between atmospheric circulations, sea ice, ocean circulations and ice sheet dynamics, on a range of timescales. We have some hints about how all this interacts, but much is unknown. In light of this, simplistic inferences about global warming in the Arctic seem unjustified.